2 papers
cs.LG2026
Pheno-GS: Phenoscape-scale Geodesic Sinkhorn
Alistair Wilkinson, Christopher J. Tape, Smita Krishnaswamy
High-throughput single-cell data is now collected across large patient cohorts. Understanding patient-level heterogeneity from cellular-level data motivates phenoscaping: embedding…
cs.LG2025
HiPoNet: A Multi-View Simplicial Complex Network for High Dimensional Point-Cloud and Single-Cell Data
Siddharth Viswanath, Hiren Madhu, Dhananjay Bhaskar +7
In this paper, we propose HiPoNet, an end-to-end differentiable neural network for regression, classification, and representation learning on high-dimensional point clouds. Our wor…